The COVID-19 Situation Report is a data intensive report that tries to portray an accurate data oriented picture of the 2019- 2020 COVID-19 pandemic. If you would like to add additional metrics to this report, please send a mail to the author at .

Date of Report

Numbers as on EOD 

## [1] "2021-02-19"

COVID-19 Overall Stats (Worldwide)

Overall Confirmed Cases Count Worldwide 

## [1] "110725024 (up from 110306030 yesterday: 0.38 % increase)"

Overall Deaths Worldwide

Please note that the deaths is at the minimum an underestimate as there could be fatalities resulting from the current active cases.

## [1] "2452150 (up from 2441598 yesterday: 0.43 % increase)"

Overall Confirmed Cases Count Worldwide in the past 21 Days 

## [1] 8654787

Overall Fatality Rate Worldwide in %

Please note that the fatality rate is at the minimum an underestimate as there could be fatalities resulting from the current active cases.

## [1] 2.21



In- Depth Country Wise Stats (With Atleast 100000 COVID-19 Confirmations)

Overall Confirmed Cases and Deaths- Country Wise (With Fatality Rates)

Country_Region TotalConfirmed NewConfirmations CasesPercentIncrease TotalConfirmedinPast21Days TotalDeaths NewDeaths DeathsPercentIncrease FatalityRate
US 28006110 110070 0.39 2073020 495804 2706 0.55 1.77
India 10977387 13993 0.13 244257 156212 101 0.06 1.42
Brazil 10084208 53582 0.53 965695 244737 1280 0.53 2.43
United Kingdom 4107286 12099 0.30 323693 120147 533 0.45 2.93
Russia 4092649 13242 0.32 321135 81048 461 0.57 1.98
France 3596167 11 0.00 383527 83543 1 0.00 2.32
Spain 3133122 11435 0.37 390003 67101 397 0.60 2.14
Italy 2780882 15470 0.56 251812 95235 348 0.37 3.42
Turkey 2624019 7419 0.28 159989 27903 82 0.29 1.06
Germany 2381259 9050 0.38 173866 67741 496 0.74 2.84
Colombia 2217001 4476 0.20 139368 58511 177 0.30 2.64
Argentina 2054681 7886 0.39 139319 51000 143 0.28 2.48
Mexico 2030491 7829 0.39 188598 178965 857 0.48 8.81
Poland 1623218 8772 0.54 120408 41823 241 0.58 2.58
Iran 1558159 8017 0.52 152745 59341 77 0.13 3.81
South Africa 1500677 1911 0.13 56738 48859 151 0.31 3.26
Ukraine 1340054 6722 0.50 86927 26320 129 0.49 1.96
Indonesia 1263299 10614 0.85 211504 34152 183 0.54 2.70
Peru 1261804 9667 0.77 142119 44489 181 0.41 3.53
Czechia 1134957 11705 1.04 162315 18913 174 0.93 1.67
Netherlands 1061903 4787 0.45 77783 15261 50 0.33 1.44
Canada 845673 3083 0.37 70021 21581 72 0.33 2.55
Portugal 794769 1940 0.24 96186 15821 67 0.43 1.99
Chile 791939 3797 0.48 73190 19897 99 0.50 2.51
Romania 774555 2712 0.35 50305 19738 79 0.40 2.55
Belgium 749739 3437 0.46 44619 21859 38 0.17 2.92
Israel 744513 2579 0.35 110522 5526 17 0.31 0.74
Iraq 661477 4024 0.61 43330 13232 12 0.09 2.00
Sweden 631166 4144 0.66 64209 12649 51 0.40 2.00
Pakistan 569846 1340 0.24 26632 12563 36 0.29 2.20
Philippines 557058 1895 0.34 35645 11829 156 1.34 2.12
Switzerland 547775 1021 0.19 26455 9883 7 0.07 1.80
Bangladesh 542674 406 0.07 8267 8337 8 0.10 1.54
Morocco 480504 448 0.09 10514 8540 16 0.19 1.78
Austria 441659 1818 0.41 29929 8348 36 0.43 1.89
Serbia 431680 2632 0.61 39326 4306 14 0.33 1.00
Japan 422718 1297 0.31 38538 7360 66 0.90 1.74
Hungary 397116 3093 0.78 32207 14145 110 0.78 3.56
Saudi Arabia 374366 337 0.09 6823 6454 4 0.06 1.72
United Arab Emirates 365017 3140 0.87 68003 1093 20 1.86 0.30
Jordan 357611 867 0.24 32578 4528 16 0.35 1.27
Lebanon 351065 2255 0.65 54783 4257 51 1.21 1.21
Panama 335339 876 0.26 17086 5711 17 0.30 1.70
Slovakia 287752 2333 0.82 41744 6350 79 1.26 2.21
Malaysia 277811 2936 1.07 73878 1043 13 1.26 0.38
Belarus 275322 1663 0.61 30604 1894 9 0.48 0.69
Nepal 273263 97 0.04 2518 2061 3 0.15 0.75
Ecuador 271276 1416 0.52 24589 15474 30 0.19 5.70
Georgia 267701 388 0.15 10745 3406 7 0.21 1.27
Kazakhstan 255584 872 0.34 22428 3148 3 0.10 1.23
Bolivia 240676 1152 0.48 27284 11390 37 0.33 4.73
Croatia 239254 388 0.16 7715 5407 8 0.15 2.26
Bulgaria 235891 1463 0.62 17622 9821 35 0.36 4.16
Dominican Republic 233598 818 0.35 23186 3024 17 0.57 1.29
Azerbaijan 232829 193 0.08 2894 3193 3 0.09 1.37
Tunisia 226740 725 0.32 20710 7719 35 0.46 3.40
Ireland 213400 753 0.35 19508 4109 27 0.66 1.93
Denmark 207305 552 0.27 8957 2328 8 0.34 1.12
Costa Rica 201678 437 0.22 8402 2763 7 0.25 1.37
Lithuania 192986 793 0.41 11967 3145 16 0.51 1.63
Slovenia 183396 912 0.50 18867 3762 7 0.19 2.05
Kuwait 182460 976 0.54 18352 1034 7 0.68 0.57
Greece 177494 1435 0.82 21816 6249 28 0.45 3.52
Egypt 176943 610 0.35 12072 10250 49 0.48 5.79
Moldova 175183 1028 0.59 16323 3739 22 0.59 2.13
West Bank and Gaza 171717 563 0.33 13549 1961 5 0.26 1.14
Guatemala 170275 665 0.39 11939 6220 34 0.55 3.65
Armenia 170011 191 0.11 3283 3158 2 0.06 1.86
Honduras 164077 772 0.47 17967 3975 10 0.25 2.42
Qatar 159518 465 0.29 8897 256 0 0.00 0.16
Ethiopia 151016 837 0.56 14651 2259 10 0.44 1.50
Nigeria 150908 662 0.44 22234 1813 10 0.55 1.20
Paraguay 149684 1062 0.71 17798 3026 18 0.60 2.02
Burma 141728 19 0.01 2213 3194 3 0.09 2.25
Oman 138494 0 0.00 4766 1549 0 0.00 1.12
Venezuela 135114 333 0.25 9338 1308 5 0.38 0.97
Libya 129325 585 0.45 11675 2088 27 1.31 1.61
Bosnia and Herzegovina 127537 402 0.32 6040 4979 17 0.34 3.90
Bahrain 116482 777 0.67 14511 418 4 0.97 0.36
Algeria 111600 182 0.16 4713 2954 4 0.14 2.65
Kenya 103841 226 0.22 3278 1813 6 0.33 1.75
China 100705 21 0.02 857 4833 0 0.00 4.80

In Depth USA Stats (State Wise Figures)

Confirmed Cases and Deaths- States of USA (With Fatality Rates)

State Confirmed NewConfirmations CasesPercentIncrease TotalConfirmedinPast21Days Deaths NewDeaths DeathsPercentIncrease FatalityRate ConfirmedCasesPerMillPopl DeathsPerMillPopl InfectionOdds
California 3521225 9137 0.26 227694 48836 577 1.20 1.39 89117.36 1235.97 1 in 11
Texas 2587712 9316 0.36 239524 41832 202 0.49 1.62 89244.12 1442.69 1 in 11
Florida 1856427 6683 0.36 157857 29692 218 0.74 1.60 86434.94 1382.45 1 in 12
New York 1577197 8573 0.55 181391 46593 157 0.34 2.95 81074.98 2395.09 1 in 12
Illinois 1170902 2218 0.19 50374 22368 71 0.32 1.91 92402.03 1765.18 1 in 11
Georgia 980411 3679 0.38 80896 16610 207 1.26 1.69 92339.83 1564.41 1 in 11
Ohio 949695 2306 0.24 61105 16693 82 0.49 1.76 81246.20 1428.08 1 in 12
Pennsylvania 911421 2784 0.31 73405 23466 85 0.36 2.57 71193.70 1833.00 1 in 14
North Carolina 836650 3227 0.39 90191 10820 54 0.50 1.29 79771.48 1031.65 1 in 13
Arizona 804116 1918 0.24 55856 15421 145 0.95 1.92 105597.81 2025.11 1 in 9
Tennessee 762673 1313 0.17 40182 11064 7 0.06 1.45 111613.29 1619.16 1 in 9
New Jersey 761498 3047 0.40 74229 22784 63 0.28 2.99 85733.14 2565.13 1 in 12
Indiana 653245 1035 0.16 30620 12325 44 0.36 1.89 97032.64 1830.75 1 in 10
Michigan 635446 1473 0.23 26819 16274 23 0.14 2.56 63628.23 1629.54 1 in 16
Wisconsin 610974 919 0.15 21590 6852 36 0.53 1.12 104934.47 1176.83 1 in 10
Massachusetts 565794 1818 0.32 48542 15726 40 0.26 2.78 81415.03 2262.90 1 in 12
Virginia 559930 2034 0.36 62018 7098 8 0.11 1.27 65599.99 831.58 1 in 15
South Carolina 497937 2893 0.58 62304 8213 58 0.71 1.65 96710.95 1595.16 1 in 10
Missouri 490386 623 0.13 18758 8045 48 0.60 1.64 79900.90 1310.81 1 in 13
Alabama 485212 847 0.17 29630 9573 149 1.58 1.97 98958.53 1952.40 1 in 10
Minnesota 477287 995 0.21 17540 6480 8 0.12 1.36 84630.88 1149.01 1 in 12
Louisiana 422287 441 0.10 25011 9440 34 0.36 2.24 90837.97 2030.63 1 in 11
Colorado 418695 1280 0.31 25236 5878 14 0.24 1.40 72706.06 1020.71 1 in 14
Oklahoma 417345 869 0.21 33128 4132 20 0.49 0.99 105470.83 1044.23 1 in 9
Kentucky 394687 1958 0.50 36218 4401 28 0.64 1.12 88342.86 985.08 1 in 11
Maryland 374974 1008 0.27 24345 7677 16 0.21 2.05 62023.46 1269.83 1 in 16
Utah 365256 857 0.24 21294 1834 21 1.16 0.50 113930.38 572.06 1 in 9
Iowa 358806 27302 8.24 40487 5336 15 0.28 1.49 113723.63 1691.25 1 in 9
Washington 332904 897 0.27 23103 4822 19 0.40 1.45 43717.49 633.23 1 in 23
Arkansas 314713 268 0.09 22150 5336 13 0.24 1.70 104284.71 1768.16 1 in 10
Kansas 293215 2091 0.72 16259 4573 91 2.03 1.56 100646.55 1569.69 1 in 10
Nevada 290300 420 0.14 14021 4831 26 0.54 1.66 94248.47 1568.43 1 in 11
Mississippi 289892 360 0.12 17230 6534 3 0.05 2.25 97405.07 2195.45 1 in 10
Connecticut 273101 1198 0.44 23078 7523 27 0.36 2.75 76600.00 2110.07 1 in 13
Nebraska 198442 400 0.20 8845 2043 18 0.89 1.03 102585.39 1056.14 1 in 10
New Mexico 182050 311 0.17 9252 3599 19 0.53 1.98 86821.58 1716.40 1 in 12
Idaho 168953 314 0.19 6598 1826 0 0.00 1.08 94278.39 1018.94 1 in 11
Oregon 152190 477 0.31 10461 2149 0 0.00 1.41 36083.33 509.51 1 in 28
West Virginia 129055 295 0.23 9588 2248 12 0.54 1.74 72212.86 1257.87 1 in 14
Rhode Island 123145 286 0.23 8707 2376 9 0.38 1.93 116244.60 2242.86 1 in 9
South Dakota 111018 147 0.13 3063 1853 6 0.32 1.67 125492.42 2094.59 1 in 8
North Dakota 99153 119 0.12 1696 1465 0 0.00 1.48 130111.46 1922.42 1 in 8
Puerto Rico 98624 118 0.12 5656 1947 7 0.36 1.97 30880.85 609.64 1 in 32
Montana 98377 277 0.28 5131 1339 2 0.15 1.36 92046.24 1252.83 1 in 11
Delaware 84181 329 0.39 7246 1343 17 1.28 1.60 86449.08 1379.18 1 in 12
New Hampshire 72767 368 0.51 7633 1152 2 0.17 1.58 53516.52 847.24 1 in 19
Alaska 57393 211 0.37 3331 289 1 0.35 0.50 78454.50 395.05 1 in 13
Wyoming 53683 152 0.28 1993 662 0 0.00 1.23 92755.36 1143.83 1 in 11
Maine 43229 134 0.31 4416 656 1 0.15 1.52 32159.36 488.02 1 in 31
District of Columbia 39461 160 0.41 3047 993 1 0.10 2.52 55913.65 1407.02 1 in 18
Hawaii 27248 56 0.21 1363 429 2 0.47 1.57 19244.68 302.99 1 in 52
Vermont 14251 102 0.72 2593 193 0 0.00 1.35 22838.54 309.30 1 in 44

US Tested- Confirmed Funnel (All States)

State Level Figures

State Tested Confirmed ConfirmationRate TestedinPast21Days ConfirmedinPast21Days ConfirmationRateForPast21Days TestsPerMillPopl
1 California 46621654 3521225 7.55 4944249 227694 4.61 1179929.9
2 Texas 19212601 2587712 13.47 2138667 239524 11.20 662597.6
3 Florida 20944479 1856427 8.86 2124480 157857 7.43 975171.6
4 New York 35988790 1577197 4.38 4339455 181391 4.18 1849984.7
5 Illinois 17474319 1170902 6.70 1629700 50374 3.09 1378990.4
6 Georgia 6988224 980411 14.03 609682 80896 13.27 658184.6
7 Ohio 9723498 949695 9.77 740618 61105 8.25 831843.2
8 Pennsylvania 10032502 911421 9.08 5587088 73405 1.31 783667.4
9 North Carolina 9927958 836650 8.43 1117519 90191 8.07 946594.1
10 Arizona 3668974 804116 21.92 245655 55856 22.74 481815.6
11 Tennessee 6776044 762673 11.26 416879 40182 9.64 991639.3
12 New Jersey 10327680 761498 7.37 929266 74229 7.99 1162740.3
13 Indiana 7683034 653245 8.50 753829 30620 4.06 1141233.5
14 Michigan 10008086 635446 6.35 684359 26819 3.92 1002125.7
15 Wisconsin 6628082 610974 9.22 503671 21590 4.29 1138369.6
16 Massachusetts 15347522 565794 3.69 1951884 48542 2.49 2208434.5
17 Virginia 5703634 559930 9.82 523432 62018 11.85 668223.5
18 South Carolina 4780728 497937 10.42 632950 62304 9.84 928528.6
19 Missouri 4373021 490386 11.21 244033 18758 7.69 712516.9
20 Alabama 2248455 485212 21.58 121147 29630 24.46 458570.3
21 Minnesota 6700993 477287 7.12 519923 17540 3.37 1188196.9
22 Louisiana 5390130 422287 7.83 426078 25011 5.87 1159468.5
23 Colorado 5960772 418695 7.02 567038 25236 4.45 1035083.4
24 Oklahoma 3409599 417345 12.24 252412 33128 13.12 861668.9
25 Kentucky 3798304 394687 10.39 220887 36218 16.40 850175.0
26 Maryland 7597220 374974 4.94 678912 24345 3.59 1256636.1
27 Utah 2780070 365256 13.14 193679 21294 10.99 867157.3
28 Iowa 1297314 358806 27.66 50446 40487 80.26 411183.9
29 Washington 5025294 332904 6.62 529831 23103 4.36 659929.7
30 Arkansas 2597383 314713 12.12 189683 22150 11.68 860680.5
31 Kansas 1238423 293215 23.68 69700 16259 23.33 425090.8
32 Nevada 2650086 290300 10.95 181405 14021 7.73 860374.0
33 Mississippi 1683275 289892 17.22 116125 17230 14.84 565588.3
34 Connecticut 6440305 273101 4.24 732013 23078 3.15 1806391.7
35 Nebraska 2301258 198442 8.62 225896 8845 3.92 1189644.6
36 New Mexico 2586662 182050 7.04 279788 9252 3.31 1233606.6
37 Idaho 628267 168953 26.89 28631 6598 23.04 350582.7
38 Oregon 3449326 152190 4.41 315648 10461 3.31 817814.4
39 West Virginia 2125478 129055 6.07 202669 9588 4.73 1189313.5
40 Rhode Island 2853784 123145 4.32 356513 8707 2.44 2693873.0
41 South Dakota 416542 111018 26.65 15718 3063 19.49 470850.3
42 North Dakota 1387253 99153 7.15 45652 1696 3.72 1820393.9
44 Montana 1043447 98377 9.43 98944 5131 5.19 976299.1
45 Delaware 1341919 84181 6.27 130389 7246 5.56 1378074.1
46 New Hampshire 1393693 72767 5.22 149866 7633 5.09 1024992.1
47 Alaska 1629829 57393 3.52 140063 3331 2.38 2227927.2
48 Wyoming 620388 53683 8.65 -14597 1993 -13.65 1071928.0
49 Maine 1542625 43229 2.80 166539 4416 2.65 1147605.4
50 District of Columbia 1186987 39461 3.32 107981 3047 2.82 1681882.6
51 Hawaii 1053796 27248 2.59 80362 1363 1.70 744273.5
52 Vermont 1003258 14251 1.42 121826 2593 2.13 1607813.6

In Depth Italy Stats (Region Wise Figures)

Confirmed Cases and Deaths- Regions of Italy (With Fatality and Confirmation Rates)

Region Swabs Confirmations NewConfirmations CasesPercentIncrease ConfirmationRate HospitalizedWithSymptoms IntensiveCare ActiveCases Deceased FatalityRate
Lombardia 6287867 573747 3724 0.65 9.12 3733 373 51789 27971 4.88
Veneto 4716720 324545 657 0.20 6.88 790 98 21487 9683 2.98
Campania 2753612 249781 1616 0.65 9.07 1313 110 69229 4095 1.64
Emilia-Romagna 3571996 242462 1821 0.76 6.79 1902 183 34937 10281 4.24
Piemonte 2403012 237382 1307 0.55 9.88 1849 130 12437 9245 3.89
Lazio 3839816 223845 990 0.44 5.83 1925 231 35608 5672 2.53
Sicilia 2228960 148105 440 0.30 6.64 884 150 31569 3963 2.68
Toscana 2547014 146900 924 0.63 5.77 723 149 13210 4516 3.07
Puglia 1478023 138796 874 0.63 9.39 1261 163 33330 3736 2.69
Liguria 976976 75147 274 0.37 7.69 523 58 4832 3559 4.74
Friuli Venezia Giulia 1281941 73353 310 0.42 5.72 349 56 9361 2748 3.75
Marche 781587 62704 488 0.78 8.02 524 82 8501 2169 3.46
P.A. Bolzano 654963 50800 524 1.04 7.76 254 36 7278 970 1.91
Abruzzo 889920 50204 494 0.99 5.64 546 73 12377 1608 3.20
Umbria 763845 42359 301 0.72 5.55 462 83 8439 959 2.26
Sardegna 715073 40582 44 0.11 5.68 282 27 13329 1102 2.72
Calabria 564151 36198 177 0.49 6.42 173 15 6500 663 1.83
P.A. Trento 581938 31411 256 0.82 5.40 172 25 2884 1193 3.80
Basilicata 235066 14692 136 0.93 6.25 77 4 3535 362 2.46
Molise 154240 9914 114 1.16 6.43 80 11 1683 327 3.30
Valle d’Aosta 75155 7955 8 0.10 10.58 9 2 133 413 5.19

In Depth Canada Stats (With Province Level Figures)

Confirmed Cases and Deaths- Provinces of Canada (With Fatality Rates)

Province Confirmed NewConfirmations CasesPercentIncrease Deaths NewDeaths DeathsPercentIncrease FatalityRate ConfirmedCasesPerMillPopl DeathsPerMillPopl InfectionOdds
Ontario 295841 1144 0.39 6824 41 0.60 2.31 20109.06 463.84 1 in 50
Quebec 280687 800 0.29 10278 14 0.14 3.66 32876.28 1203.84 1 in 30
Alberta 130355 325 0.25 1812 7 0.39 1.39 29537.89 410.59 1 in 34
British Columbia 75835 508 0.67 1327 6 0.45 1.75 14837.85 259.64 1 in 67
Manitoba 31235 90 0.29 879 1 0.11 2.81 22674.86 638.10 1 in 44
Saskatchewan 27245 146 0.54 365 3 0.83 1.34 23056.43 308.89 1 in 43
Nova Scotia 1604 2 0.12 65 0 0.00 4.05 1640.99 66.50 1 in 609
New Brunswick 1417 6 0.43 24 0 0.00 1.69 1816.68 30.77 1 in 550
Newfoundland and Labrador 863 60 7.47 4 0 0.00 0.46 1655.27 7.67 1 in 604
Nunavut 332 2 0.61 1 0 0.00 0.30 NA NA 1 in NA
Prince Edward Island 114 0 0.00 0 0 NaN 0.00 720.80 0.00 1 in 1387
Yukon 72 0 0.00 1 0 0.00 1.39 1752.76 24.34 1 in 571
Northwest Territories 47 0 0.00 0 0 NaN 0.00 1046.68 0.00 1 in 955
Repatriated Travellers 13 0 0.00 0 0 NaN 0.00 NA NA 1 in NA

Time Series Curves (Top 20 Countries with the Highest Cases)

The time series curves (both linear and logarithmic) are printed for the top 20 countries with the most confirmed COVID-19 cases as of today in decreasing order of confirmations.

Confirmed Cases Count (Linear)

Country Wise Time Series Curve

Confirmed Cases Count (Logarithmic)

Country Wise Time Series Curve

Time Series Curves (Top 20 Countries with the Highest Deaths)

The time series curves (both linear and logarithmic) are printed for the top 20 countries with the most COVID-19 deaths as of today in decreasing order of confirmations.

Death Count (Linear)

Country Wise Time Series Curve

Death Count (Logarithmic)

Country Wise Time Series Curve

Epidemic Curve: Delta in the past 24 hrs (Top 20 Countries with the Highest Cases)

The COVID-19 epidemic curve, also known as an COVID-19 epi curve or COVID-19 epidemiological curve, is a statistical chart to visualise the onset and progression of the COVID-19 outbreak in various countries. The term flattening of the epidermic curve is referred to as the drastic reduction of new cases which can be seen in the dip in the number of new cases in the past 24 hrs. The below charts show if this has happened for the worst affected 20 countries in the world as of today. The fitted line in the below bars show the last 7 day average of new cases/ new deaths.

Delta in Confirmed Cases

Number of New Cases in the past 24 hrs

Delta in Deaths

Number of Deaths in the past 24 hrs

Measuring Outbreak Velocity: 5 Day Lagging Average Doubling Time (Top 20 Countries with the Highest Cases)

The velocity of an outbreak is determined by a construct known as doubling time. This value describes the number of days, on average, required for the number of cases to double in a given area. For our analysis we use average doubling time, which can be defined as the number of days, on average, required for the average number of COVID-19 cases to double in a given area.

This measure can describe COVID-19 behavior worldwide, in a country, or even in a smaller region such as a state. For our analysis, we will discuss average doubling time at a national level for the top 20 most affected countries.

Below, we have calculated average doubling time for several nations, on a trailing, rolling 5-day basisbased on today’s case values. A decline in average doubling time indicates that the COVID-19 outbreak (confirmation rate) is accelerating (average cases double in fewer days), while an increase of average doubling time indicates that the outbreak is slowing.

Ideally, when social distancing and lockdowns are implemented aggressively in a country and after some period of delay, doubling times should begin to increase in a matter of days, weeks, or months, depending upon the severity of the epidemic and the degree of social distancing achievable.

Given the fact that many countries across the world have already enacted or implemented social distancing measures, this is why one should be cautious not to extrapolate COVID-19 growth rates from trailing statistics.

5 Day Lagging Avg Doubling Time of Confirmations

Confirmed Cases and Deaths Per Million Population and Infection Odds

This metric confirmed cases per million population and deaths per million population shows the extent to which the disease has spread with respect to the population of the country. The metric Infection Odds shows 1 in how many people are infected with COVID-19 in the corresponding country.

For the top 20 countries with most confirmed cases excluding cruise ships

Country_Region ConfirmedCasesPerMillionPopl DeathsPerMillionPopl InfectionOdds
US 85593.25 1515.29 1 in 12
India 8198.20 116.66 1 in 122
Brazil 48180.64 1169.31 1 in 21
United Kingdom 61819.48 1808.35 1 in 16
Russia 28322.83 560.89 1 in 35
France 53682.15 1247.10 1 in 19
Spain 67147.92 1438.08 1 in 15
Italy 45980.19 1574.65 1 in 22
Turkey 32471.46 345.29 1 in 31
Germany 28762.64 818.23 1 in 35
Colombia 45180.37 1192.40 1 in 22
Argentina 46412.49 1152.02 1 in 22
Mexico 15715.87 1385.18 1 in 64
Poland 42738.76 1101.18 1 in 23
Iran 19198.61 731.16 1 in 52
South Africa 26457.63 861.41 1 in 38
Ukraine NA NA 1 in NA
Indonesia 4785.22 129.36 1 in 209
Peru 39223.00 1382.93 1 in 25
Czechia 106568.73 1775.87 1 in 9

US Detailed State and County Level Curves

This section of the report might be of interest to people who want an an accurate data oriented picture of the 2019- 2020 COVID-19 pandemic at the state/ county level in USA.

Epidemic Curve: Delta in Confirmed Cases in US States

The COVID-19 epidemic curve, also known as an COVID-19 epi curve or COVID-19 epidemiological curve, is a statistical chart to visualise the onset and progression of the COVID-19 outbreak in various US states. The term flattening of the epidermic curve is referred to as the drastic reduction of new cases which can be seen in the dip in the number of new cases in the past 24 hrs. The below charts show if this has happened for the worst affected 30 states in USA as of today. The fitted line in the below bars show the last 7 day average of new cases/ new deaths.

Number of New Cases in the past 24 hrs

Epidermic Curve: Delta in Deaths in US States

Number of Deaths in the past 24 hrs

Top 100 US Counties with the Highest Cases and Deaths

All NYC boroughs are mentioned together as New York County

County State Confirmations Deaths FatalityRate
Los Angeles California 1176843 19670 1.67
Maricopa Arizona 502454 8765 1.74
Cook Illinois 468690 9235 1.97
Miami-Dade Florida 399593 5270 1.32
Harris Texas 340559 4790 1.41
Riverside California 287534 3633 1.26
San Bernardino California 283873 2522 0.89
Dallas Texas 276339 3236 1.17
Orange California 258567 3726 1.44
San Diego California 255802 3169 1.24
Tarrant Texas 237676 2731 1.15
Clark Nevada 223960 3749 1.67
Queens New York 200984 8577 4.27
Kings New York 199125 8892 4.47
Broward Florida 188216 2310 1.23
Bexar Texas 187746 2713 1.45
Suffolk New York 156914 3013 1.92
Nassau New York 142467 2854 2.00
Bronx New York 136615 5728 4.19
Salt Lake Utah 136602 725 0.53
El Paso Texas 120769 2281 1.89
Palm Beach Florida 116685 2394 2.05
Philadelphia Pennsylvania 116242 3071 2.64
Orange Florida 111178 1069 0.96
Franklin Ohio 110079 1176 1.07
Middlesex Massachusetts 109093 3361 3.08
Santa Clara California 108462 1725 1.59
Hillsborough Florida 108218 1447 1.34
Pima Arizona 107793 2144 1.99
Milwaukee Wisconsin 106159 1258 1.19
Westchester New York 103506 2045 1.98
Kern California 101370 741 0.73
Wayne Michigan 100239 4110 4.10
Hennepin Minnesota 99020 1576 1.59
New York New York 97677 3803 3.89
Mecklenburg North Carolina 94306 833 0.88
Fresno California 93734 1367 1.46
Cuyahoga Ohio 93620 1669 1.78
Sacramento California 91797 1431 1.56
Gwinnett Georgia 89853 915 1.02
Marion Indiana 89700 1616 1.80
Utah Utah 88741 315 0.35
Duval Florida 87272 1075 1.23
St. Louis Missouri 87177 1915 2.20
Shelby Tennessee 85952 1445 1.68
Fulton Georgia 83059 1086 1.31
King Washington 82615 1357 1.64
Essex Massachusetts 82069 2112 2.57
Collin Texas 81062 688 0.85
Providence Rhode Island 80264 1731 2.16
Davidson Tennessee 80131 823 1.03
Oklahoma Oklahoma 79407 688 0.87
Alameda California 79297 1171 1.48
Fairfield Connecticut 78181 2027 2.59
Ventura California 76442 782 1.02
Suffolk Massachusetts 76367 1666 2.18
DuPage Illinois 75587 1175 1.55
Allegheny Pennsylvania 74317 1675 2.25
Bergen New Jersey 74126 2583 3.48
Oakland Michigan 73653 1965 2.67
Travis Texas 73538 809 1.10
Hidalgo Texas 72723 2584 3.55
Wake North Carolina 72435 515 0.71
Prince George’s Maryland 71817 1303 1.81
Hamilton Ohio 71712 927 1.29
Jefferson Kentucky 71415 777 1.09
Essex New Jersey 71178 2634 3.70
Middlesex New Jersey 70279 2057 2.93
Jefferson Alabama 69995 1333 1.90
Tulsa Oklahoma 69600 668 0.96
New Haven Connecticut 69233 1891 2.73
Hartford Connecticut 68527 2251 3.28
Cobb Georgia 67772 873 1.29
Hudson New Jersey 66716 1965 2.95
San Joaquin California 65891 1026 1.56
Fairfax Virginia 64750 834 1.29
Pinellas Florida 64466 1411 2.19
Will Illinois 63994 879 1.37
Worcester Massachusetts 63755 1988 3.12
Douglas Nebraska 63165 614 0.97
Erie New York 62962 1568 2.49
Montgomery Maryland 62234 1395 2.24
Greenville South Carolina 62014 830 1.34
Contra Costa California 61284 643 1.05
Denton Texas 60167 597 0.99
Lake Illinois 58508 913 1.56
Denver Colorado 58311 759 1.30
Macomb Michigan 57907 1943 3.36
Polk Iowa 57051 537 0.94
Lee Florida 56277 864 1.54
Ocean New Jersey 56273 1806 3.21
Fort Bend Texas 55548 534 0.96
Polk Florida 55473 1101 1.98
Passaic New Jersey 55408 1660 3.00
DeKalb Georgia 55306 785 1.42
Union New Jersey 55029 1732 3.15
Stanislaus California 54887 921 1.68
Richmond New York 54749 1542 2.82
Bristol Massachusetts 54555 1456 2.67
Monmouth New Jersey 54467 1370 2.52

Overall US Choropleth Map

Choropleths are an ideal way to visualize the past/ current COVID-19 hotspots within a country. The below were the overall (not current) hotspots in the US.

County level COVID-19 Confirmations Map

Canada Detailed Province Level Curves

This section of the report might be of interest to people who want an an accurate data oriented picture of the 2019- 2020 COVID-19 pandemic at the province level in Canada.

The COVID-19 epidemic curve, also known as an COVID-19 epi curve or COVID-19 epidemiological curve, is a statistical chart to visualise the onset and progression of the COVID-19 outbreak in the most affected Canadian provinces- Quebec, Ontario, Alberta and British Columbia. The term flattening of the epidermic curve is referred to as the drastic reduction of new cases which can be seen in the dip in the number of new cases in the past 24 hrs. The fitted line in the below bars show the last 7 day average of new cases/ new deaths.

Epidemic Curve: Delta in Confirmed Cases in Canadian Provinces

Number of New Cases in the past 24 hrs

Epidermic Curve: Delta in Deaths in Canadian Provinces

Number of Deaths in the past 24 hrs

Data Sources

Github Repo: CSSEGISandData, The NY Times, amodm/api-covid19-in and pcm-dpc